{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import timeit\n",
    "from rpl import RadarSignalProcessing\n",
    "import sys\n",
    "from DBReader.DBReader import SyncReader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Load the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------------------------------------------------------------\n",
      "- Sensors available:\n",
      "-     radar_ch2\n",
      "-     camera\n",
      "-     scala\n",
      "-     radar_ch1\n",
      "-     radar_ch3\n",
      "-     gps\n",
      "-     radar_ch0\n",
      "-\n",
      "- You might use function \"setSensorFilters\" to select sensors you want to read!\n",
      "-------------------------------------------------------------------------\n",
      "Total tolerance errors:  0.21645021645021645 %\n",
      "Total corrupted frames:  2.1645021645021645 %\n"
     ]
    }
   ],
   "source": [
    "root_folder ='RADIal/RECORD@2020-11-22_12.54.38'\n",
    "db = SyncReader(root_folder,tolerance=40000,offset_radar = -180000,offset_scala = -40000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4bd659d2e0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = db.GetSensorData(68)\n",
    "plt.imshow(sample['camera']['data'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. RadarSignalProcessing to compute Point Cloud "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU will be used to execute the processing\n"
     ]
    }
   ],
   "source": [
    "RSP = RadarSignalProcessing('CalibrationTable.npy',method='PC')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.17 s, sys: 100 ms, total: 1.28 s\n",
      "Wall time: 258 ms\n"
     ]
    }
   ],
   "source": [
    "%time pc=RSP.run(sample['radar_ch0']['data'],sample['radar_ch1']['data'],sample['radar_ch2']['data'],sample['radar_ch3']['data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f4bd69e04c0>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PC = [Range,Doppler,Azimuth,Elevation]\n",
    "Az = pc[:,2]\n",
    "R = pc[:,0]\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.polar(Az,R,'.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. RadarSignalProcessing to compute Doppler Spectrums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU will be used to execute the processing\n"
     ]
    }
   ],
   "source": [
    "RSP = RadarSignalProcessing('CalibrationTable.npy',method='RD')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 388 ms, sys: 35.1 ms, total: 423 ms\n",
      "Wall time: 110 ms\n"
     ]
    }
   ],
   "source": [
    "%time rd=RSP.run(sample['radar_ch0']['data'],sample['radar_ch1']['data'],sample['radar_ch2']['data'],sample['radar_ch3']['data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 256, 16) It has 16 channels, one for each Rx antenna\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4bd69633d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(rd.shape,'It has 16 channels, one for each Rx antenna')\n",
    "plt.imshow(np.log10(np.sum(np.abs(rd),axis=2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. RadarSignalProcessing to compute Range-Azimuth map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1 Using CuPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CuPy on GPU will be used to execute the processing\n"
     ]
    }
   ],
   "source": [
    "RSP = RadarSignalProcessing('CalibrationTable.npy',method='RA',device='cuda',lib='CuPy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.86 s, sys: 236 ms, total: 2.1 s\n",
      "Wall time: 1.01 s\n"
     ]
    }
   ],
   "source": [
    "%time ra=RSP.run(sample['radar_ch0']['data'],sample['radar_ch1']['data'],sample['radar_ch2']['data'],sample['radar_ch3']['data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4bd66be6d0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(ra)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Using PyTorch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PyTorch on GPU will be used to execute the processing\n"
     ]
    }
   ],
   "source": [
    "RSP = RadarSignalProcessing('CalibrationTable.npy',method='RA',device='cuda',lib='PyTorch')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.58 s, sys: 104 ms, total: 1.69 s\n",
      "Wall time: 384 ms\n"
     ]
    }
   ],
   "source": [
    "%time ra=RSP.run(sample['radar_ch0']['data'],sample['radar_ch1']['data'],sample['radar_ch2']['data'],sample['radar_ch3']['data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4bd66a9850>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(ra)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 Using CPU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU will be used to execute the processing\n"
     ]
    }
   ],
   "source": [
    "RSP = RadarSignalProcessing('CalibrationTable.npy',method='RA',device='cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 6.72 s, sys: 2.03 s, total: 8.75 s\n",
      "Wall time: 3.42 s\n"
     ]
    }
   ],
   "source": [
    "%time ra=RSP.run(sample['radar_ch0']['data'],sample['radar_ch1']['data'],sample['radar_ch2']['data'],sample['radar_ch3']['data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4bd6617670>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(ra)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
